{"id":"https://openalex.org/W2907105529","doi":"https://doi.org/10.1109/wimob.2018.8589104","title":"A New Machine Learning-based Collaborative DDoS Mitigation Mechanism in Software-Defined Network","display_name":"A New Machine Learning-based Collaborative DDoS Mitigation Mechanism in Software-Defined Network","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2907105529","doi":"https://doi.org/10.1109/wimob.2018.8589104","mag":"2907105529"},"language":"en","primary_location":{"id":"doi:10.1109/wimob.2018.8589104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob.2018.8589104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 14th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031610845","display_name":"Saif Saad Mohammed","orcid":null},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Saif Saad Mohammed","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090705977","display_name":"Rasheed Hussain","orcid":"https://orcid.org/0000-0002-3771-7537"},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Rasheed Hussain","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029633018","display_name":"O. V. Sen\u2019ko","orcid":"https://orcid.org/0000-0002-5586-3503"},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Oleg Senko","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023956453","display_name":"Bagdat Bimaganbetov","orcid":null},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Bagdat Bimaganbetov","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401542","display_name":"Jooyoung Lee","orcid":"https://orcid.org/0000-0002-4635-247X"},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"JooYoung Lee","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044266495","display_name":"Fatima Hussain","orcid":"https://orcid.org/0000-0002-6306-9772"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fatima Hussain","raw_affiliation_strings":["Ryerson University, Canada"],"affiliations":[{"raw_affiliation_string":"Ryerson University, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091140244","display_name":"Chaker Abdelaziz Kerrache","orcid":"https://orcid.org/0000-0001-9990-519X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chaker Abdelaziz Kerrache","raw_affiliation_strings":["University of Gharadaia, Algeria"],"affiliations":[{"raw_affiliation_string":"University of Gharadaia, Algeria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066524623","display_name":"Ezedin Barka","orcid":"https://orcid.org/0000-0002-3995-7198"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ezedin Barka","raw_affiliation_strings":["UAE University, UAE"],"affiliations":[{"raw_affiliation_string":"UAE University, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086666436","display_name":"Md Zakirul Alam Bhuiyan","orcid":"https://orcid.org/0000-0002-9513-9990"},"institutions":[{"id":"https://openalex.org/I164389053","display_name":"Fordham University","ror":"https://ror.org/03qnxaf80","country_code":"US","type":"education","lineage":["https://openalex.org/I164389053"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Zakirul Alam Bhuiyan","raw_affiliation_strings":["Fordham University, USA"],"affiliations":[{"raw_affiliation_string":"Fordham University, USA","institution_ids":["https://openalex.org/I164389053"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5031610845"],"corresponding_institution_ids":["https://openalex.org/I4210116741"],"apc_list":null,"apc_paid":null,"fwci":3.1209,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.92521449,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.9607349634170532},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8407961130142212},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.7853999137878418},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5782814025878906},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4530985355377197},{"id":"https://openalex.org/keywords/trinoo","display_name":"Trinoo","score":0.45014363527297974},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40608638525009155},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3920033574104309},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.37598592042922974},{"id":"https://openalex.org/keywords/application-layer-ddos-attack","display_name":"Application layer DDoS attack","score":0.36426305770874023},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3497934341430664},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.20075425505638123},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.11278468370437622}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.9607349634170532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8407961130142212},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.7853999137878418},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5782814025878906},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4530985355377197},{"id":"https://openalex.org/C43639116","wikidata":"https://www.wikidata.org/wiki/Q7843050","display_name":"Trinoo","level":5,"score":0.45014363527297974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40608638525009155},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3920033574104309},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37598592042922974},{"id":"https://openalex.org/C120865594","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Application layer DDoS attack","level":4,"score":0.36426305770874023},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3497934341430664},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.20075425505638123},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.11278468370437622}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wimob.2018.8589104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob.2018.8589104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 14th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire_cris_publications/f303dc8b-f681-47ee-8012-2047c6c6d208","is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/f303dc8b-f681-47ee-8012-2047c6c6d208","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mohammed, S S, Hussain, R, Senko, O, Bimaganbetov, B, Lee, J Y, Hussain, F, Kerrache, C A, Barka, E & Alam Bhuiyan, M Z 2018, A New Machine Learning-based Collaborative DDoS Mitigation Mechanism in Software-Defined Network. in 2018 14th International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2018., 8589104, International Conference on Wireless and Mobile Computing, Networking and Communications, vol. 2018-October, IEEE Computer Society. https://doi.org/10.1109/WiMOB.2018.8589104","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2037998200","https://openalex.org/W2191468669","https://openalex.org/W2548037070","https://openalex.org/W2605615558","https://openalex.org/W2609985474","https://openalex.org/W2764139274","https://openalex.org/W2768853466","https://openalex.org/W2769353132","https://openalex.org/W2775132284","https://openalex.org/W2782942348","https://openalex.org/W2783435484","https://openalex.org/W2789780249"],"related_works":["https://openalex.org/W2783466926","https://openalex.org/W4286539397","https://openalex.org/W1968168724","https://openalex.org/W2204131204","https://openalex.org/W2754163055","https://openalex.org/W4322008378","https://openalex.org/W2383770723","https://openalex.org/W2186749541","https://openalex.org/W2360429410","https://openalex.org/W4256682929"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Network":[2],"(SDN)":[3],"is":[4],"a":[5,85,96],"revolutionary":[6],"idea":[7],"to":[8,40,54,120,134],"realize":[9],"software-driven":[10],"network":[11,30,39],"with":[12,138],"the":[13,24,28,38,70,73,78,110,129,135],"separation":[14],"of":[15,48,72],"control":[16],"and":[17,106,141],"data":[18],"planes.":[19],"In":[20],"essence,":[21],"SDN":[22,102],"addresses":[23],"problems":[25],"faced":[26],"by":[27],"traditional":[29],"architecture;":[31],"however,":[32],"it":[33],"may":[34],"as":[35],"well":[36],"expose":[37],"new":[41],"attacks.":[42],"Among":[43],"other":[44],"attacks,":[45],"distributed":[46],"denial":[47],"service":[49],"(DDoS)":[50],"attacks":[51,119],"are":[52],"hard":[53],"contain":[55],"in":[56,66,82,101],"such":[57],"software-based":[58],"networks.":[59],"Existing":[60],"DDoS":[61,88,99,118],"mitigation":[62,89],"techniques":[63,137],"either":[64],"lack":[65],"performance":[67,140],"or":[68],"jeopardize":[69],"accuracy":[71],"attack":[74],"detection.":[75],"To":[76],"fill":[77],"voids,":[79],"we":[80,94,115],"propose":[81],"this":[83,113],"paper":[84],"machine":[86],"learning-based":[87],"technique":[90,131],"for":[91,98],"SDN.":[92],"First,":[93],"create":[95],"model":[97,111],"detection":[100],"using":[103],"NSL-KDD":[104],"dataset":[105],"then":[107],"after":[108],"training":[109],"on":[112],"dataset,":[114],"use":[116],"real":[117],"assess":[121],"our":[122],"proposed":[123,130],"model.":[124],"Obtained":[125],"results":[126],"show":[127],"that":[128],"equates":[132],"favorably":[133],"current":[136],"increased":[139],"accuracy.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}